Run your first Kubeflow pipeline
Recently I've been learning MLOps. There's a lot to learn, as shown by this and this repository listing MLOps references and tools, respectively.
Tutorials
Deploy Django on Kubernetes with Skaffold, for development and production
In this article, we'll see how to deploy the Django application built in Part 2 of this series to local Kubernetes cluster. We'll be using Skaffold for the deployment. Skaffold offers support for multiple profiles, making it useful both local development with hot code reloading as well as production deployments.
Custom user authentication in Django, with tests
In the previous part, we created a custom user model in Django. In this part, I'd like to show how to roll custom authentication. Neither custom user model nor custom authentication are required for the granular role-based access control, but I'd like this series to be a complete tour of authentication and authorization in Django. The code accompanying the series can be found in GitHub. So let's get started!
Getting started with Apache Beam for distributed data processing
MapReduce was revolutionary when it was first published in 2004. It provided a programming model for batch processing datasets with terabytes of data. MapReduce was built on three seemingly simple phases: map, sort, and reduce. It used the general-purpose HDFS (Hadoop Distributed File System) file system for I/O and was therefore capable of processing almost any kind of data.
How to deploy Postgres on Kubernetes with Skaffold
Hello again! In this part of the series, we'll finally get our hands dirty using Skaffold to build, push and deploy applications on Kubernetes. We'll deploy a Postgres database on our local Minikube cluster. Along the way, we'll learn Kubernetes concepts such as ConfigMaps, Secrets, Persistent Volumes and Persistent Volume Claims, StatefulSets, and Services.
Setting up Django app with Postgres database and health check
In Part 1 of this series, we installed all tools required for developing our Django application on local Kubernetes with Skaffold. In this part, we'll create the Django application. In the next part, we'll finally get to the fun part: defining Kubernetes manifests and Skaffold configuration file.
Getting started with local development on Kubernetes with Skaffold
Containerization has been a revolution in software development. Technologies such as Docker allow developers package their software and all its dependencies in containers runnable in any computing environment, be it your local desktop, public cloud or your company's datacenter. This has drastically accelerated deploying software.